{"id":"W2992568580","doi":"","title":"Medical Student Second Language Abilities and Confidence in Clinical Use: Mandarin Pilot","year":2018,"lang":"en","type":"article","venue":"UBC Faculty of Medicine medical journal","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mandarin Chinese; Medical education; Coaching; Medicine; Resource (disambiguation); Psychology; Computer science; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005190395,0.0006072923,0.0004892642,0.0007131708,0.001049023,0.001097946,0.0006302276,0.0008185538,0.006055946],"category_scores_gemma":[0.01288185,0.0004924421,0.0007282798,0.0003434193,0.0007616204,0.0009187926,0.001649311,0.0019986,0.001477557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005931131,"about_ca_system_score_gemma":0.002272149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00188044,"about_ca_topic_score_gemma":0.001657219,"domain_scores_codex":[0.9980577,0.000860772,0.0001503949,0.0001690998,0.0003760714,0.0003859334],"domain_scores_gemma":[0.9865385,0.003887312,0.001874155,0.001009174,0.002096077,0.004594844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02861195,0.1927048,0.6130693,0.0003693193,0.0002135363,0.001686025,0.04000403,0.0007074633,0.01460954,0.0005386837,0.004951227,0.1025342],"study_design_scores_gemma":[0.001927018,0.1586124,0.8126091,0.00007001333,0.0001078244,0.0006318542,0.01204256,0.001766189,0.006991481,0.0002998928,0.004838493,0.0001031833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991954,0.000007574943,0.00004660855,0.00004580228,0.000006299138,0.0001340986,0.00004281719,0.000004399579,0.0005169807],"genre_scores_gemma":[0.9973992,0.00002568502,0.0004856908,0.00009244168,0.00001625669,0.000521048,0.00009824893,0.000005684594,0.001355735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006055946,"threshold_uncertainty_score":0.02744973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1376020511835179,"score_gpt":0.5533433424475295,"score_spread":0.4157412912640116,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}